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A local plumber becomes the AI's go-to recommendation
Challenge
A plumber had a website but never appeared when prospects asked ChatGPT or Perplexity for 'a plumber near me'. His data wasn't structured or machine-readable.
Approach
He listed for free on Wispra, which structured his services, service area and contact details as Schema.org data and published them via the open API and llms.txt.
Result
Within weeks, AI crawlers were fetching his listing and his business started surfacing in local AI recommendations — at zero advertising cost.
Illustrative scenarios based on typical Wispra usage and aggregated patterns. Results vary by sector, data quality and market.